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. 2024 Feb 25;11(3):219. doi: 10.3390/bioengineering11030219
AI Artificial intelligence
AD Alzheimer’s disease
HCM Hypertrophic cardiomyopathy
ECG Electrocardiogram
EEG Electroencephalograms
CT Computed tomography
MRI Magnetic resonance imaging
PET Positron emission tomography
SVM Support vector machine
RNN Recurrent neural network
CNN Convolutional neural network
ADNI Alzheimer’s disease neuroimaging initiative
UKB United kingdom biobank
TCGA The cancer genome atlas
BUSI Breast ultrasound images
GEO Gene expression omnibus
HCM Hypertrophic cardiomyopathy
WHO World health organization
SCD Sunnybrook cardiac data
ACDC Automated cardiac diagnosis challenge
DAIC-WOZ Distress analysis interview corpus-wizard of OZ
MODMA Multi-modal open dataset for mental-disorder analysis
WHO World health organization
DICOM Digital imaging and communications in medicine
PNG Portable network graphics
ICA Independent component analysis
DWT Discrete wavelet transform
RFE Recursive feature elimination
PCA Principal component analysis
LDA Linear discriminant analysis
CRF Conditional random fields
LR Logistic Regression
NB Naive bayes
DT Decision tree
LSTM Long short-term memory
LM Large Model
GPT Generative re-trained transformer
PaLM Pathways Language Model
SAM Segment Anything Model
GLM General Language Model
TP True Positive
FP False Positive
TN True Negative
FN False Negative
ACC Accuracy
Sen Sensitivity
Sp Specificity
P Precision
AUC-ROC Area Under the ROC Curve
TPR True Positive Rate
FPR False Positive Rate
H-FCN Hierarchical Fully Convolutional Network
MIL Multiple Instance Learning
MCI Mild Cognitive Impairment
CN Cognitively normal
GRU Gated Recurrent Unit
MLP Multilayer Perceptrons
ASR Automatic Speech Recognition
MM-SDPN Multi-modal Stacked Denoising Predictive Network
RVFL Random Vector Functional Link
SNP Single nucleotide polymorphism
MAADf Multi-modal AD diagnostic framework
CAD Computer-Aided Diagnosis
NN Neural Network
BF Benign Fibroadenom
BPT Benign Phyllodes Tumor
BTA Benign Tubular Adenoma
MDC Malignant Ductal Carcinoma
MLC Malignant Lobular Carcinoma
MMC Malignant Mucinous Carcinoma
MPC Malignant Papillary Carcinoma
LASSO Least Absolute Shrinkage and Selection Operation
RFE Recursive Feature Elimination
mRNA Maximum Relevance Minimum Redundancy
BUSI Breast Ultrasound Images
EDLCDS-BCD Integrated Deep Learning Clinical Decision Support System
USI Ultrasound image
CKHA Chaos Krill Herd Algorithm
CSO Cat Swarm Optimization
LLM Large Language Model
ELRDD Ensemble Logistic Regression Model for Depression Detection
SR Speaker Recognition
SER Speech Emotion Recognition
AMI Asymmetry Matrix Image
HFD Higuchi’s fractal dimension
SampEn sample entropy
EM Eye movement
VLDSP Volume Local Directional Structure Pattern
DCNN Deep convolutional neural networks
DNN Deep neural network
Bi-LSTM bidirectional long short-term memory
ZCR Zero crossing rate
MFCC mel frequency cepstral coefficient
LPC linear prediction coefficient
LSP line spectrum pair
PLP perceptual linear prediction coefficient
LPF Low profile filtered signal
LPR Linear Prediction Residual Signal
HFVS Homomorphically filtered speech source signal
ZFF Zero frequency filtered signal
PTB Physiobank
CVD Cardiovascular Diseases
HCM Hypertrophic Cardiomyopathy
IoMT Internet of Things
Rec-CONVnet Recurrent CONVolutional neural network
SWCDTO Social Water Cycle Driving Training Optimization
SCAD Stable coronary artery disease patients
CAD-non HF CAD without HF
CAD-HF CAD complicated with HF
MI Myocardial infarction
UCSF University of California, San Francisco
HMM Hidden Markov Model
PTB public Physiobank
AI-ECG AI-enhanced ECG
PPV Positive Predictive Value
NPV Negative Predictive Value
POS Part Of Speech
MoCap Motion Capture
fMRI functional MRI
GLCM Gray Level Co-occurrence Matrix
JME Juvenile Myoclonic Epilepsy
HARDI High Angular Resolution Diffusion Imaging
NODDI Neurite Orientation Dispersion and Density Imaging
PNES psychogenic non-epileptic seizures
IGE Idiopathic Generalized Epileps
DIndRNN Dense IndRNN with attentio
IndRNN Independently improved RNN
TLE Temporal Lobe Epileps
PDC Personal demographic and cognitive data
PE Partial epilepsy
GE Generalized epilepsy
UE Unclassified epilepsy
TCGA The Cancer Genome Atlas
ADNI Alzheimer’s Disease Neuroimaging initiative
OASIS-3 Open Access Series of Imaging Studies-3
AIBL Australian Imaging, Biomarker and Lifestyle
SCD Sunnybrook Cardiac Data
SAFHS San Antonio Family Heart Study
BUSI Breast Ultrasound Images
GEO Gene Expression Omnibus
TLGS Tehran Lipid and Glucose Study
SCD Sunnybrook Cardiac Data
ACDC Automated Cardiac Diagnosis Challenge
DAIC-WOZ Distress Analysis Interview Corpus-Wizard of OZ
MODMA Multi-modal Open Dataset for Mental-disorder Analysis